disentanglement 开源项目推荐（79 个）

matthewvowels1 /Awesome-VAEs

A curated list of awesome work on VAEs, disentanglement, representation learning, and generative models.

YannDubs /disentangling-vae

Experiments for understanding disentanglement in VAE latent representations

google-deepmind /dsprites-dataset

Dataset to assess the disentanglement properties of unsupervised learning methods

Schlumberger /joint-vae

Pytorch implementation of JointVAE, a framework for disentangling continuous and discrete factors of variation 🌟

miyosuda /disentangled_vae

Replicating "Understanding disentangling in β-VAE"

harskish /tlgan

Time-Lapse Disentanglement With Conditional GANs [SIGGRAPH 2022]

theislab /chemCPA

Code for "Predicting Cellular Responses to Novel Drug Perturbations at a Single-Cell Resolution", NeurIPS 2022.

nmichlo /disent

🧶 Modular VAE disentanglement framework for python built with PyTorch Lightning ▸ Including metrics and datasets ▸ With strongly supervised, weakly supervised and unsupervised methods ▸ Easily configured and run with Hydra config ▸ Inspired by disentanglement_lib

xianglin226 /Benchmarking-Single-Cell-Perturbation

Single-Cell (Perturbation) Model Library

tsinghua-fib-lab /CLSR

The official implementation of "Disentangling Long and Short-Term Interests for Recommendation" (WWW '22)

theislab /DRVI

Unsupervised Deep Disentangled Representation of Single-Cell Omics

MehdiZouitine /Learning-Disentangled-Representations-via-Mutual-Information-Estimation

Pytorch implementation of Learning Disentangled Representations via Mutual Information Estimation (ECCV 2020)

bismex /HiCMD

[CVPR2020] Hi-CMD: Hierarchical Cross-Modality Disentanglement for Visible-Infrared Person Re-Identification

csyxwei /OroJaR

Orthogonal Jacobian Regularization for Unsupervised Disentanglement in Image Generation (ICCV 2021)

h3lio5 /linguistic-style-transfer-pytorch

Implementation of "Disentangled Representation Learning for Non-Parallel Text Style Transfer(ACL 2019)" in Pytorch

vectominist /spin

Official code for Interspeech 2023 paper "Self-supervised Fine-tuning for Improved Content Representations by Speaker-invariant Clustering"

jkkummerfeld /irc-disentanglement

Dataset and model for disentangling chat on IRC

vios-s /disentanglement_tutorial

This repository summarizes the material gathered for the tutorial on learning disentangled representations in the imaging domain, and serves as a roadmap for the disentanglement aficionados.

dmitrykazhdan /concept-based-xai

Library implementing state-of-the-art Concept-based and Disentanglement Learning methods for Explainable AI

avivga /overlord

Official pytorch implementation of "Scaling-up Disentanglement for Image Translation", ICCV 2021.